Research & CV

Academic background, publications, and professional experience.

Snapshot

Current Role Data Scientist at CAE
Research Footprint 13+ Publications
Citations 280+ on Google Scholar
Core Areas Applied Statistics, Spatial Statistics, ML, Geostatistics

Experience

Current

Data Scientist — CAE

Montréal, Canada

Working on applied ML/statistical modeling and building systems that are robust and usable in production contexts.

Postdoc

Postdoctoral Researcher — Polytechnique Montréal

Montréal, Canada

Research on spatial statistics and network-based crash count modeling.

PhD

PhD Student — Polytechnique Montréal

Montréal, Canada

Mineral Engineering with focus on Geostatistics.

Internship

Geologist Intern — TotalEnergies

Pau, France

Reservoir Modeling & Characterization.

Publications

Crash Counts on Networks

  • 2022 A process convolution model for crash count data on a network
  • 2022 A Process Convolution Model for Crash Count Data on a Network

Geostatistics & Simulation

  • 2018 Directional hydrostratigraphic units simulation using MCP algorithm
  • 2018 Calibration of categorical simulations by evolutionary gradual deformation method
  • 2017 Integration of multiple soft data sets in MPS through multinomial logistic regression: a case study of gas hydrates
  • 2015 Feature-preserving interpolation and filtering of environmental time series
  • 2014 Multiple-point geostatistical simulation using enriched pattern databases
  • 2014 Multiple-point geostatistical simulation of dykes… Sungun porphyry copper system, Iran
  • 2013 Multiple-Point Geostatistical Simulation Using the Bunch-Pasting Direct Sampling Method
  • 2012 On the reduction of the ordinary kriging smoothing effect
  • 2011 Accounting for Secondary Variable for the Classification of Mineral Resources using Cokriging…
  • 2011 The Application of Multiple-Point Geostatistics in the Modeling of Dike…

Skills

Statistical Modeling

Applied/spatial statistics, network/spatio-temporal modeling

Machine Learning

Data engineering for production-grade pipelines

Software Engineering

Privacy-aware design and reliability-minded engineering